{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 用t-sne进行流行学习\n",
    "<P>t-SNE常用于二维散点图的可视化</P>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import load_digits\n",
    "import matplotlib.pyplot as plt\n",
    "digits = load_digits()\n",
    "\n",
    "fig,axes = plt.subplots(2,5,figsize=(10,5),subplot_kw={'xticks':(),'yticks':()})\n",
    "for ax,img in zip(axes.ravel(),digits.images):\n",
    "    ax.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Second principle component')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 先用pca将维度\n",
    "from sklearn.decomposition import PCA\n",
    "# 构建一个PCA模型\n",
    "pca = PCA(n_components=2)\n",
    "pca.fit(digits.data)\n",
    "\n",
    "# 将digits数据变换到前两个主成分上\n",
    "digits_pca = pca.transform(digits.data)\n",
    "colors = ['#476A2A','#7851B8','#BD3430','#4A2D4E','#875525','#A83683','#4E655E','#853541','#3A3120','#535D83']\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.xlim(digits_pca[:,0].min(),digits_pca[:,0].max())\n",
    "plt.ylim(digits_pca[:,1].min(),digits_pca[:,1].max())\n",
    "for i in range(len(digits.data)):\n",
    "    # 将数据实际绘制成文本,而不是散点\n",
    "    plt.text(digits_pca[i,0],digits_pca[i,1],str(digits.target[i]),color=colors[digits.target[i]],fontdict={'weight':'bold','size':9})\n",
    "plt.xlabel(\"First principle component\")\n",
    "plt.ylabel(\"Second principle component\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'tsne feature 2')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "tsne = TSNE(random_state=42)\n",
    "# 使用fit_transform而不是fit，是因为TNSE没有transform方法\n",
    "digits_tsne = tsne.fit_transform(digits.data)\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.xlim(digits_tsne[:,0].min(),digits_tsne[:,0].max())\n",
    "plt.ylim(digits_tsne[:,1].min(),digits_tsne[:,1].max())\n",
    "for i in range(len(digits.data)):\n",
    "    # 将数据实际绘制成文本,而不是散点\n",
    "    plt.text(digits_tsne[i,0],digits_tsne[i,1],str(digits.target[i]),color=colors[digits.target[i]],fontdict={'weight':'bold','size':9})\n",
    "plt.xlabel(\"tsne feature 1\")\n",
    "plt.ylabel(\"tsne feature 2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
